Pandas Profiling Report

Dataset statistics

Number of variables	13
Number of observations	21003
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.2 MiB
Average record size in memory	112.0 B

Variable types

TimeSeries	9
DateTime	1
Categorical	3

Timeseries statistics

Number of series	9
Time series length	21003
Starting point	2011-11-01 00:00:00
Ending point	2014-03-31 22:00:00
Period	1 hour and 28.22 seconds

Alerts

`apparentTemperature` is highly overall correlated with `dewPoint` and 3 other fields	High correlation
`dewPoint` is highly overall correlated with `apparentTemperature` and 3 other fields	High correlation
`humidity` is highly overall correlated with `visibility`	High correlation
`icon` is highly overall correlated with `summary`	High correlation
`precipType` is highly overall correlated with `apparentTemperature` and 2 other fields	High correlation
`summary` is highly overall correlated with `icon`	High correlation
`temperature` is highly overall correlated with `apparentTemperature` and 3 other fields	High correlation
`visibility` is highly overall correlated with `humidity`	High correlation
`windChillEffect` is highly overall correlated with `apparentTemperature` and 2 other fields	High correlation
`precipType` is highly imbalanced (76.8%)	Imbalance
`visibility` is non stationary	Non stationary
`windBearing` is non stationary	Non stationary
`temperature` is non stationary	Non stationary
`dewPoint` is non stationary	Non stationary
`pressure` is non stationary	Non stationary
`apparentTemperature` is non stationary	Non stationary
`windSpeed` is non stationary	Non stationary
`humidity` is non stationary	Non stationary
`windChillEffect` is non stationary	Non stationary
`visibility` is seasonal	Seasonal
`windBearing` is seasonal	Seasonal
`temperature` is seasonal	Seasonal
`dewPoint` is seasonal	Seasonal
`pressure` is seasonal	Seasonal
`apparentTemperature` is seasonal	Seasonal
`windSpeed` is seasonal	Seasonal
`humidity` is seasonal	Seasonal
`windChillEffect` is seasonal	Seasonal
`time` has unique values	Unique
`windChillEffect` has 10520 (50.1%) zeros	Zeros

Reproduction

Analysis started	2024-12-18 06:47:04.944916
Analysis finished	2024-12-18 06:47:50.150160
Duration	45.21 seconds
Software version	ydata-profiling vv4.12.1
Download configuration	config.json

visibility
Numeric time series

High correlation Non stationary Seasonal

Distinct	952
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.14531
Minimum	0.18
Maximum	16.09
Zeros	0
Zeros (%)	0.0%
Memory size	328.2 KiB

Quantile statistics

Minimum	0.18
5-th percentile	4.04
Q1	10.09
median	12.26
Q3	13.07
95-th percentile	14.1
Maximum	16.09
Range	15.91
Interquartile range (IQR)	2.98

Descriptive statistics

Standard deviation	3.0978788
Coefficient of variation (CV)	0.27795358
Kurtosis	1.3160563
Mean	11.14531
Median Absolute Deviation (MAD)	1.08
Skewness	-1.3982886
Sum	234084.95
Variance	9.5968533
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	2.063155267 × 10^-23

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	26
min	3 hours
max	13 hours
mean	7 hours, 11 minutes and 32.62 seconds
std	2 hours, 53 minutes and 5.9 seconds

Value	Count	Frequency (%)
13.07	815	3.9%
12.13	557	2.7%
13.52	516	2.5%
12.26	508	2.4%
16.09	239	1.1%
13.5	181	0.9%
12.68	177	0.8%
12.81	172	0.8%
13.02	171	0.8%
12.84	168	0.8%
Other values (942)	17499	83.3%

Value	Count	Frequency (%)
0.18	1	< 0.1%
0.26	1	< 0.1%
0.27	1	< 0.1%
0.31	1	< 0.1%
0.32	1	< 0.1%
0.37	1	< 0.1%
0.39	1	< 0.1%
0.45	2	< 0.1%
0.48	1	< 0.1%
0.5	1	< 0.1%

Value	Count	Frequency (%)
16.09	239	1.1%
16.01	11	0.1%
15.96	1	< 0.1%
15.93	1	< 0.1%
15.92	1	< 0.1%
15.9	1	< 0.1%
15.88	2	< 0.1%
15.85	1	< 0.1%
15.84	3	< 0.1%
15.82	2	< 0.1%

ACF and PACF

windBearing
Numeric time series

Non stationary Seasonal

Distinct	360
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	195.86849
Minimum	0
Maximum	359
Zeros	45
Zeros (%)	0.2%
Memory size	328.2 KiB

Quantile statistics

Minimum	0
5-th percentile	32
Q1	121.5
median	217
Q3	256
95-th percentile	331
Maximum	359
Range	359
Interquartile range (IQR)	134.5

Descriptive statistics

Standard deviation	90.661391
Coefficient of variation (CV)	0.46286868
Kurtosis	-0.7329996
Mean	195.86849
Median Absolute Deviation (MAD)	53
Skewness	-0.45117202
Sum	4113826
Variance	8219.4879
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	1.009080761 × 10^-21

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	26
min	3 hours
max	13 hours
mean	7 hours, 11 minutes and 32.62 seconds
std	2 hours, 53 minutes and 5.9 seconds

Value	Count	Frequency (%)
239	166	0.8%
215	153	0.7%
253	153	0.7%
241	153	0.7%
248	153	0.7%
219	153	0.7%
212	151	0.7%
229	150	0.7%
242	148	0.7%
238	148	0.7%
Other values (350)	19475	92.7%

Value	Count	Frequency (%)
0	45	0.2%
1	28	0.1%
2	25	0.1%
3	39	0.2%
4	28	0.1%
5	35	0.2%
6	34	0.2%
7	39	0.2%
8	20	0.1%
9	25	0.1%

Value	Count	Frequency (%)
359	35	0.2%
358	43	0.2%
357	39	0.2%
356	41	0.2%
355	27	0.1%
354	33	0.2%
353	34	0.2%
352	36	0.2%
351	38	0.2%
350	35	0.2%

ACF and PACF

temperature
Numeric time series

High correlation Non stationary Seasonal

Distinct	2670
Distinct (%)	12.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.340575
Minimum	-5.16
Maximum	26.06
Zeros	1
Zeros (%)	< 0.1%
Memory size	328.2 KiB

Quantile statistics

Minimum	-5.16
5-th percentile	1.42
Q1	6.445
median	9.87
Q3	14.19
95-th percentile	20.12
Maximum	26.06
Range	31.22
Interquartile range (IQR)	7.745

Descriptive statistics

Standard deviation	5.5971968
Coefficient of variation (CV)	0.54128489
Kurtosis	-0.33990246
Mean	10.340575
Median Absolute Deviation (MAD)	3.79
Skewness	0.23303731
Sum	217183.09
Variance	31.328612
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	5.127138118 × 10^-5

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	26
min	3 hours
max	13 hours
mean	7 hours, 11 minutes and 32.62 seconds
std	2 hours, 53 minutes and 5.9 seconds

Value	Count	Frequency (%)
9.13	35	0.2%
7.54	31	0.1%
9.11	31	0.1%
8.07	30	0.1%
7.48	30	0.1%
9.08	30	0.1%
9.16	29	0.1%
10.27	29	0.1%
10.33	29	0.1%
9.62	29	0.1%
Other values (2660)	20700	98.6%

Value	Count	Frequency (%)
-5.16	1	< 0.1%
-5.04	1	< 0.1%
-4.89	1	< 0.1%
-4.46	1	< 0.1%
-4.43	1	< 0.1%
-4.17	1	< 0.1%
-4.11	1	< 0.1%
-3.99	1	< 0.1%
-3.87	1	< 0.1%
-3.86	1	< 0.1%

Value	Count	Frequency (%)
26.06	3	< 0.1%
26.04	1	< 0.1%
26.03	2	< 0.1%
26.02	1	< 0.1%
26.01	1	< 0.1%
25.99	1	< 0.1%
25.98	1	< 0.1%
25.92	2	< 0.1%
25.9	2	< 0.1%
25.89	1	< 0.1%

ACF and PACF

time
Date

Unique

Distinct	21003
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	328.2 KiB

Minimum	2011-11-01 00:00:00
Maximum	2014-03-31 22:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

dewPoint
Numeric time series

High correlation Non stationary Seasonal

Distinct	2375
Distinct (%)	11.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.4756149
Minimum	-9.98
Maximum	18.88
Zeros	4
Zeros (%)	< 0.1%
Memory size	328.2 KiB

Quantile statistics

Minimum	-9.98
5-th percentile	-2.01
Q1	2.81
median	6.53
Q3	10.26
95-th percentile	14.52
Maximum	18.88
Range	28.86
Interquartile range (IQR)	7.45

Descriptive statistics

Standard deviation	5.0098099
Coefficient of variation (CV)	0.77364234
Kurtosis	-0.47661831
Mean	6.4756149
Median Absolute Deviation (MAD)	3.73
Skewness	-0.1234626
Sum	136007.34
Variance	25.098195
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	1.732825598 × 10^-9

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	26
min	3 hours
max	13 hours
mean	7 hours, 11 minutes and 32.62 seconds
std	2 hours, 53 minutes and 5.9 seconds

Value	Count	Frequency (%)
8.11	36	0.2%
7.64	35	0.2%
8.21	33	0.2%
8.13	33	0.2%
7.09	33	0.2%
8.07	33	0.2%
5.46	32	0.2%
7.56	30	0.1%
8.18	30	0.1%
8.16	30	0.1%
Other values (2365)	20678	98.5%

Value	Count	Frequency (%)
-9.98	1	< 0.1%
-9.68	1	< 0.1%
-9.54	1	< 0.1%
-9.42	1	< 0.1%
-9.33	1	< 0.1%
-8.92	1	< 0.1%
-8.89	1	< 0.1%
-8.67	1	< 0.1%
-8.44	1	< 0.1%
-8.37	1	< 0.1%

Value	Count	Frequency (%)
18.88	1	< 0.1%
18.78	2	< 0.1%
18.67	1	< 0.1%
18.66	1	< 0.1%
18.65	1	< 0.1%
18.55	1	< 0.1%
18.52	1	< 0.1%
18.48	1	< 0.1%
18.46	1	< 0.1%
18.44	1	< 0.1%

ACF and PACF

pressure
Numeric time series

Non stationary Seasonal

Distinct	4987
Distinct (%)	23.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1014.0993
Minimum	975.74
Maximum	1043.32
Zeros	0
Zeros (%)	0.0%
Memory size	328.2 KiB

Quantile statistics

Minimum	975.74
5-th percentile	993.371
Q1	1007.395
median	1014.77
Q3	1022
95-th percentile	1032.409
Maximum	1043.32
Range	67.58
Interquartile range (IQR)	14.605

Descriptive statistics

Standard deviation	11.407181
Coefficient of variation (CV)	0.011248584
Kurtosis	0.16089281
Mean	1014.0993
Median Absolute Deviation (MAD)	7.3
Skewness	-0.39378573
Sum	21299127
Variance	130.12378
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	9.739354251 × 10^-17

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	26
min	3 hours
max	13 hours
mean	7 hours, 11 minutes and 32.62 seconds
std	2 hours, 53 minutes and 5.9 seconds

Value	Count	Frequency (%)
1018.15	32	0.2%
1014.78	24	0.1%
1017.77	19	0.1%
1010.34	18	0.1%
1017.99	17	0.1%
1016.08	17	0.1%
1017.87	17	0.1%
1013.38	16	0.1%
1014.12	16	0.1%
1018.07	16	0.1%
Other values (4977)	20811	99.1%

Value	Count	Frequency (%)
975.74	1	< 0.1%
975.87	1	< 0.1%
976	1	< 0.1%
976.1	1	< 0.1%
976.12	1	< 0.1%
976.15	2	< 0.1%
976.21	1	< 0.1%
976.22	1	< 0.1%
976.25	1	< 0.1%
976.26	1	< 0.1%

Value	Count	Frequency (%)
1043.32	1	< 0.1%
1043.21	1	< 0.1%
1043.2	1	< 0.1%
1042.85	1	< 0.1%
1042.74	1	< 0.1%
1042.63	1	< 0.1%
1042.55	1	< 0.1%
1042.45	1	< 0.1%
1042.04	1	< 0.1%
1041.95	1	< 0.1%

ACF and PACF

apparentTemperature
Numeric time series

High correlation Non stationary Seasonal

Distinct	2986
Distinct (%)	14.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.088136
Minimum	-8.88
Maximum	26.19
Zeros	4
Zeros (%)	< 0.1%
Memory size	328.2 KiB

Quantile statistics

Minimum	-8.88
5-th percentile	-1.72
Q1	3.87
median	9
Q3	14.19
95-th percentile	20.139
Maximum	26.19
Range	35.07
Interquartile range (IQR)	10.32

Descriptive statistics

Standard deviation	6.7663379
Coefficient of variation (CV)	0.74452428
Kurtosis	-0.72514222
Mean	9.088136
Median Absolute Deviation (MAD)	5.16
Skewness	0.071294057
Sum	190878.12
Variance	45.783329
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	8.135756698 × 10^-5

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	26
min	3 hours
max	13 hours
mean	7 hours, 11 minutes and 32.62 seconds
std	2 hours, 53 minutes and 5.9 seconds

Value	Count	Frequency (%)
10.27	29	0.1%
10.33	29	0.1%
10.31	27	0.1%
10.87	27	0.1%
4.56	27	0.1%
12.51	27	0.1%
11.29	25	0.1%
10.21	25	0.1%
11.41	25	0.1%
10.42	24	0.1%
Other values (2976)	20738	98.7%

Value	Count	Frequency (%)
-8.88	1	< 0.1%
-8.57	1	< 0.1%
-8.52	1	< 0.1%
-8.41	1	< 0.1%
-8.36	1	< 0.1%
-8.35	1	< 0.1%
-8.34	1	< 0.1%
-8.33	1	< 0.1%
-8.26	1	< 0.1%
-7.99	1	< 0.1%

Value	Count	Frequency (%)
26.19	2	< 0.1%
26.17	1	< 0.1%
26.07	2	< 0.1%
26.06	2	< 0.1%
26.04	1	< 0.1%
26.03	1	< 0.1%
26.02	1	< 0.1%
25.99	1	< 0.1%
25.98	1	< 0.1%
25.93	1	< 0.1%

ACF and PACF

windSpeed
Numeric time series

Non stationary Seasonal

Distinct	1095
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.9121764
Minimum	0.04
Maximum	14.8
Zeros	0
Zeros (%)	0.0%
Memory size	328.2 KiB

Quantile statistics

Minimum	0.04
5-th percentile	1
Q1	2.43
median	3.69
Q3	5.08
95-th percentile	7.67
Maximum	14.8
Range	14.76
Interquartile range (IQR)	2.65

Descriptive statistics

Standard deviation	2.0279618
Coefficient of variation (CV)	0.51837178
Kurtosis	0.75681508
Mean	3.9121764
Median Absolute Deviation (MAD)	1.32
Skewness	0.73568459
Sum	82167.44
Variance	4.1126292
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	1.588978116 × 10^-24

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	26
min	3 hours
max	13 hours
mean	7 hours, 11 minutes and 32.62 seconds
std	2 hours, 53 minutes and 5.9 seconds

Value	Count	Frequency (%)
3.25	77	0.4%
3.63	76	0.4%
2.83	75	0.4%
3.5	73	0.3%
3.71	71	0.3%
3.67	69	0.3%
3.59	65	0.3%
3.21	65	0.3%
3.84	65	0.3%
4.01	64	0.3%
Other values (1085)	20303	96.7%

Value	Count	Frequency (%)
0.04	1	< 0.1%
0.06	1	< 0.1%
0.08	2	< 0.1%
0.1	2	< 0.1%
0.11	2	< 0.1%
0.12	2	< 0.1%
0.13	2	< 0.1%
0.14	5	< 0.1%
0.15	3	< 0.1%
0.16	4	< 0.1%

Value	Count	Frequency (%)
14.8	1	< 0.1%
14.7	1	< 0.1%
14.56	1	< 0.1%
14.53	1	< 0.1%
14.11	1	< 0.1%
13.52	1	< 0.1%
13.48	1	< 0.1%
13.42	1	< 0.1%
13.38	1	< 0.1%
13.33	1	< 0.1%

ACF and PACF

precipType
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	328.2 KiB

Rain	20210
Snow	793

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	84012
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Rain
2nd row	Rain
3rd row	Rain
4th row	Rain
5th row	Rain

Common Values

Value	Count	Frequency (%)
Rain	20210	96.2%
Snow	793	3.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
rain	20210	96.2%
snow	793	3.8%

Most occurring characters

Value	Count	Frequency (%)
n	21003	25.0%
R	20210	24.1%
a	20210	24.1%
i	20210	24.1%
S	793	0.9%
o	793	0.9%
w	793	0.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	84012	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	21003	25.0%
R	20210	24.1%
a	20210	24.1%
i	20210	24.1%
S	793	0.9%
o	793	0.9%
w	793	0.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	84012	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	21003	25.0%
R	20210	24.1%
a	20210	24.1%
i	20210	24.1%
S	793	0.9%
o	793	0.9%
w	793	0.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	84012	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	21003	25.0%
R	20210	24.1%
a	20210	24.1%
i	20210	24.1%
S	793	0.9%
o	793	0.9%
w	793	0.9%

icon
Categorical

High correlation

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	328.2 KiB

Partly-Cloudy-Day	7534
Partly-Cloudy-Night	5073
Clear-Night	4659
Clear-Day	1076
Wind	989
Other values (2)	1672

Length

Max length	19
Median length	17
Mean length	14.155454
Min length	3

Characters and Unicode

Total characters	297307
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Clear-Night
2nd row	Partly-Cloudy-Night
3rd row	Clear-Night
4th row	Partly-Cloudy-Night
5th row	Partly-Cloudy-Night

Common Values

Value	Count	Frequency (%)
Partly-Cloudy-Day	7534	35.9%
Partly-Cloudy-Night	5073	24.2%
Clear-Night	4659	22.2%
Clear-Day	1076	5.1%
Wind	989	4.7%
Cloudy	979	4.7%
Fog	693	3.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
partly-cloudy-day	7534	35.9%
partly-cloudy-night	5073	24.2%
clear-night	4659	22.2%
clear-day	1076	5.1%
wind	989	4.7%
cloudy	979	4.7%
fog	693	3.3%

Most occurring characters

Value	Count	Frequency (%)
y	34803	11.7%
l	31928	10.7%
-	30949	10.4%
a	26952	9.1%
t	22339	7.5%
C	19321	6.5%
r	18342	6.2%
d	14575	4.9%
o	14279	4.8%
u	13586	4.6%
Other values (10)	70233	23.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	297307	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
y	34803	11.7%
l	31928	10.7%
-	30949	10.4%
a	26952	9.1%
t	22339	7.5%
C	19321	6.5%
r	18342	6.2%
d	14575	4.9%
o	14279	4.8%
u	13586	4.6%
Other values (10)	70233	23.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	297307	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
y	34803	11.7%
l	31928	10.7%
-	30949	10.4%
a	26952	9.1%
t	22339	7.5%
C	19321	6.5%
r	18342	6.2%
d	14575	4.9%
o	14279	4.8%
u	13586	4.6%
Other values (10)	70233	23.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	297307	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
y	34803	11.7%
l	31928	10.7%
-	30949	10.4%
a	26952	9.1%
t	22339	7.5%
C	19321	6.5%
r	18342	6.2%
d	14575	4.9%
o	14279	4.8%
u	13586	4.6%
Other values (10)	70233	23.6%

humidity
Numeric time series

High correlation Non stationary Seasonal

Distinct	78
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.78447127
Minimum	0.23
Maximum	1
Zeros	0
Zeros (%)	0.0%
Memory size	328.2 KiB

Quantile statistics

Minimum	0.23
5-th percentile	0.51
Q1	0.7
median	0.81
Q3	0.89
95-th percentile	0.96
Maximum	1
Range	0.77
Interquartile range (IQR)	0.19

Descriptive statistics

Standard deviation	0.13733204
Coefficient of variation (CV)	0.17506319
Kurtosis	0.17931688
Mean	0.78447127
Median Absolute Deviation (MAD)	0.09
Skewness	-0.85558883
Sum	16476.25
Variance	0.01886009
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	6.299533957 × 10^-18

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	26
min	3 hours
max	13 hours
mean	7 hours, 11 minutes and 32.62 seconds
std	2 hours, 53 minutes and 5.9 seconds

Value	Count	Frequency (%)
0.9	818	3.9%
0.87	793	3.8%
0.88	743	3.5%
0.93	738	3.5%
0.89	682	3.2%
0.86	678	3.2%
0.91	673	3.2%
0.85	671	3.2%
0.84	654	3.1%
0.96	653	3.1%
Other values (68)	13900	66.2%

Value	Count	Frequency (%)
0.23	1	< 0.1%
0.24	1	< 0.1%
0.25	2	< 0.1%
0.26	4	< 0.1%
0.27	2	< 0.1%
0.28	1	< 0.1%
0.29	2	< 0.1%
0.3	6	< 0.1%
0.31	6	< 0.1%
0.32	5	< 0.1%

Value	Count	Frequency (%)
1	30	0.1%
0.99	142	0.7%
0.98	77	0.4%
0.97	253	1.2%
0.96	653	3.1%
0.95	504	2.4%
0.94	579	2.8%
0.93	738	3.5%
0.92	575	2.7%
0.91	673	3.2%

ACF and PACF

summary
Categorical

High correlation

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	328.2 KiB

Partly Cloudy	6548
Mostly Cloudy	6059
Clear	5735
Overcast	979
Foggy	693
Other values (8)	989

Length

Max length	24
Median length	13
Mean length	10.629243
Min length	5

Characters and Unicode

Total characters	223246
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Clear
2nd row	Partly Cloudy
3rd row	Clear
4th row	Partly Cloudy
5th row	Partly Cloudy

Common Values

Value	Count	Frequency (%)
Partly Cloudy	6548	31.2%
Mostly Cloudy	6059	28.8%
Clear	5735	27.3%
Overcast	979	4.7%
Foggy	693	3.3%
Breezy And Mostly Cloudy	385	1.8%
Breezy And Partly Cloudy	267	1.3%
Breezy	195	0.9%
Breezy And Overcast	83	0.4%
Windy And Mostly Cloudy	29	0.1%
Other values (3)	30	0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
cloudy	13291	37.1%
partly	6818	19.0%
mostly	6473	18.1%
clear	5735	16.0%
overcast	1071	3.0%
breezy	930	2.6%
and	776	2.2%
foggy	693	1.9%
windy	59	0.2%

Most occurring characters

Value	Count	Frequency (%)
l	32317	14.5%
y	28264	12.7%
o	20457	9.2%
C	19026	8.5%
	14843	6.6%
r	14554	6.5%
t	14362	6.4%
d	14126	6.3%
a	13624	6.1%
u	13291	6.0%
Other values (15)	38382	17.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	223246	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	32317	14.5%
y	28264	12.7%
o	20457	9.2%
C	19026	8.5%
	14843	6.6%
r	14554	6.5%
t	14362	6.4%
d	14126	6.3%
a	13624	6.1%
u	13291	6.0%
Other values (15)	38382	17.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	223246	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	32317	14.5%
y	28264	12.7%
o	20457	9.2%
C	19026	8.5%
	14843	6.6%
r	14554	6.5%
t	14362	6.4%
d	14126	6.3%
a	13624	6.1%
u	13291	6.0%
Other values (15)	38382	17.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	223246	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	32317	14.5%
y	28264	12.7%
o	20457	9.2%
C	19026	8.5%
	14843	6.6%
r	14554	6.5%
t	14362	6.4%
d	14126	6.3%
a	13624	6.1%
u	13291	6.0%
Other values (15)	38382	17.2%

windChillEffect
Numeric time series

High correlation Non stationary Seasonal Zeros

Distinct	1579
Distinct (%)	7.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-1.2524387
Minimum	-7
Maximum	0.45
Zeros	10520
Zeros (%)	50.1%
Memory size	328.2 KiB

Quantile statistics

Minimum	-7
5-th percentile	-4.12
Q1	-2.57
median	0
Q3	0
95-th percentile	0
Maximum	0.45
Range	7.45
Interquartile range (IQR)	2.57

Descriptive statistics

Standard deviation	1.5560423
Coefficient of variation (CV)	-1.24241
Kurtosis	-0.64141627
Mean	-1.2524387
Median Absolute Deviation (MAD)	0
Skewness	-0.79847266
Sum	-26304.97
Variance	2.4212677
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	4.887897053 × 10^-13

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	26
min	3 hours
max	13 hours
mean	7 hours, 11 minutes and 32.62 seconds
std	2 hours, 53 minutes and 5.9 seconds

Value	Count	Frequency (%)
0	10520	50.1%
0.09	45	0.2%
0.04	43	0.2%
-2.47	39	0.2%
0.07	38	0.2%
0.05	36	0.2%
-2.97	35	0.2%
0.11	33	0.2%
-2.5	32	0.2%
0.02	32	0.2%
Other values (1569)	10150	48.3%

Value	Count	Frequency (%)
-7	1	< 0.1%
-6.99	1	< 0.1%
-6.95	1	< 0.1%
-6.95	1	< 0.1%
-6.93	2	< 0.1%
-6.92	1	< 0.1%
-6.9	1	< 0.1%
-6.89	1	< 0.1%
-6.89	1	< 0.1%
-6.88	2	< 0.1%

Value	Count	Frequency (%)
0.45	1	< 0.1%
0.45	1	< 0.1%
0.43	2	< 0.1%
0.42	1	< 0.1%
0.42	1	< 0.1%
0.41	2	< 0.1%
0.4	2	< 0.1%
0.39	2	< 0.1%
0.38	4	< 0.1%
0.36	1	< 0.1%

ACF and PACF

	apparentTemperature	dewPoint	humidity	icon	precipType	pressure	summary	temperature	visibility	windBearing	windChillEffect	windSpeed
apparentTemperature	1.000	0.867	-0.272	0.154	0.695	0.073	0.090	0.991	0.130	0.021	0.832	-0.008
dewPoint	0.867	1.000	0.152	0.082	0.605	-0.045	0.060	0.864	-0.074	-0.026	0.727	-0.016
humidity	-0.272	0.152	1.000	0.232	0.073	-0.161	0.165	-0.303	-0.568	-0.079	-0.040	-0.256
icon	0.154	0.082	0.232	1.000	0.095	0.122	0.817	0.152	0.408	0.119	0.153	0.350
precipType	0.695	0.605	0.073	0.095	1.000	0.266	0.070	0.995	0.131	0.164	0.319	0.121
pressure	0.073	-0.045	-0.161	0.122	0.266	1.000	0.136	0.040	0.041	0.047	0.147	-0.332
summary	0.090	0.060	0.165	0.817	0.070	0.136	1.000	0.081	0.340	0.102	0.122	0.432
temperature	0.991	0.864	-0.303	0.152	0.995	0.040	0.081	1.000	0.159	0.027	0.773	0.081
visibility	0.130	-0.074	-0.568	0.408	0.131	0.041	0.340	0.159	1.000	0.208	-0.049	0.228
windBearing	0.021	-0.026	-0.079	0.119	0.164	0.047	0.102	0.027	0.208	1.000	0.008	0.042
windChillEffect	0.832	0.727	-0.040	0.153	0.319	0.147	0.122	0.773	-0.049	0.008	1.000	-0.272
windSpeed	-0.008	-0.016	-0.256	0.350	0.121	-0.332	0.432	0.081	0.228	0.042	-0.272	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	visibility	windBearing	temperature	time	dewPoint	pressure	apparentTemperature	windSpeed	precipType	icon	humidity	summary
2011-11-01 00:00:00	13.63	160	13.49	2011-11-01 00:00:00	11.48	1008.14	13.49	3.11	Rain	Clear-Night	0.88	Clear
2011-11-01 01:00:00	13.26	154	12.73	2011-11-01 01:00:00	11.58	1007.88	12.73	3.08	Rain	Partly-Cloudy-Night	0.93	Partly Cloudy
2011-11-01 02:00:00	12.94	161	13.65	2011-11-01 02:00:00	12.14	1007.09	13.65	3.71	Rain	Clear-Night	0.91	Clear
2011-11-01 03:00:00	12.99	170	14.13	2011-11-01 03:00:00	12.24	1006.50	14.13	3.95	Rain	Partly-Cloudy-Night	0.88	Partly Cloudy
2011-11-01 04:00:00	12.92	180	14.17	2011-11-01 04:00:00	12.59	1006.14	14.17	3.97	Rain	Partly-Cloudy-Night	0.90	Partly Cloudy
2011-11-01 05:00:00	13.29	187	14.21	2011-11-01 05:00:00	12.57	1006.31	14.21	3.76	Rain	Partly-Cloudy-Night	0.90	Partly Cloudy
2011-11-01 06:00:00	10.70	224	13.89	2011-11-01 06:00:00	12.61	1006.64	13.89	2.53	Rain	Partly-Cloudy-Night	0.92	Mostly Cloudy
2011-11-01 07:00:00	11.02	245	13.02	2011-11-01 07:00:00	11.01	1007.15	13.02	2.49	Rain	Partly-Cloudy-Day	0.88	Mostly Cloudy
2011-11-01 08:00:00	12.21	242	12.48	2011-11-01 08:00:00	10.54	1008.09	12.48	1.66	Rain	Partly-Cloudy-Day	0.88	Partly Cloudy
2011-11-01 09:00:00	12.59	247	12.16	2011-11-01 09:00:00	10.61	1008.88	12.16	3.17	Rain	Partly-Cloudy-Day	0.90	Mostly Cloudy

	visibility	windBearing	temperature	time	dewPoint	pressure	apparentTemperature	windSpeed	precipType	icon	humidity	summary
2014-03-31 13:00:00	15.50	177	16.37	2014-03-31 13:00:00	7.16	1012.89	16.37	2.93	Rain	Clear-Day	0.54	Clear
2014-03-31 14:00:00	15.50	172	16.01	2014-03-31 14:00:00	7.43	1012.42	16.01	2.59	Rain	Partly-Cloudy-Day	0.57	Mostly Cloudy
2014-03-31 15:00:00	15.50	149	16.28	2014-03-31 15:00:00	7.46	1012.09	16.28	2.67	Rain	Partly-Cloudy-Day	0.56	Mostly Cloudy
2014-03-31 16:00:00	15.55	142	15.85	2014-03-31 16:00:00	7.86	1011.74	15.85	2.87	Rain	Partly-Cloudy-Day	0.59	Mostly Cloudy
2014-03-31 17:00:00	16.09	134	15.74	2014-03-31 17:00:00	7.93	1011.52	15.74	2.29	Rain	Partly-Cloudy-Day	0.60	Mostly Cloudy
2014-03-31 18:00:00	14.81	122	15.41	2014-03-31 18:00:00	7.28	1011.59	15.41	1.98	Rain	Clear-Day	0.58	Clear
2014-03-31 19:00:00	14.15	130	14.62	2014-03-31 19:00:00	7.68	1011.83	14.62	1.58	Rain	Partly-Cloudy-Night	0.63	Partly Cloudy
2014-03-31 20:00:00	14.07	141	13.62	2014-03-31 20:00:00	7.91	1011.98	13.62	1.14	Rain	Partly-Cloudy-Night	0.68	Partly Cloudy
2014-03-31 21:00:00	12.96	135	13.03	2014-03-31 21:00:00	7.96	1011.97	13.03	1.11	Rain	Clear-Night	0.71	Clear
2014-03-31 22:00:00	13.13	110	12.51	2014-03-31 22:00:00	7.97	1011.83	12.51	0.94	Rain	Clear-Night	0.74	Clear

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample